Overview

Dataset statistics

Number of variables32
Number of observations19708
Missing cells151204
Missing cells (%)24.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory8.7 MiB
Average record size in memory461.3 B

Variable types

NUM28
CAT4

Reproduction

Analysis started2020-05-26 02:41:09.249376
Analysis finished2020-05-26 02:43:10.639822
Duration2 minutes and 1.39 second
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

iso_code has a high cardinality: 211 distinct values High cardinality
location has a high cardinality: 212 distinct values High cardinality
date has a high cardinality: 147 distinct values High cardinality
new_cases is highly correlated with total_cases and 1 other fieldsHigh correlation
total_cases is highly correlated with new_cases and 2 other fieldsHigh correlation
total_deaths is highly correlated with total_casesHigh correlation
new_deaths is highly correlated with new_casesHigh correlation
total_tests is highly correlated with total_cases and 2 other fieldsHigh correlation
new_tests is highly correlated with total_tests and 1 other fieldsHigh correlation
new_tests_smoothed is highly correlated with total_tests and 1 other fieldsHigh correlation
new_tests_smoothed_per_thousand is highly correlated with new_tests_per_thousandHigh correlation
new_tests_per_thousand is highly correlated with new_tests_smoothed_per_thousandHigh correlation
aged_65_older is highly correlated with median_age and 1 other fieldsHigh correlation
median_age is highly correlated with aged_65_olderHigh correlation
aged_70_older is highly correlated with aged_65_olderHigh correlation
total_cases_per_million has 377 (1.9%) missing values Missing
new_cases_per_million has 377 (1.9%) missing values Missing
total_deaths_per_million has 377 (1.9%) missing values Missing
new_deaths_per_million has 377 (1.9%) missing values Missing
total_tests has 14421 (73.2%) missing values Missing
new_tests has 15009 (76.2%) missing values Missing
total_tests_per_thousand has 14421 (73.2%) missing values Missing
new_tests_per_thousand has 15009 (76.2%) missing values Missing
new_tests_smoothed has 13923 (70.6%) missing values Missing
new_tests_smoothed_per_thousand has 13923 (70.6%) missing values Missing
tests_units has 13324 (67.6%) missing values Missing
stringency_index has 4490 (22.8%) missing values Missing
population_density has 862 (4.4%) missing values Missing
median_age has 1767 (9.0%) missing values Missing
aged_65_older has 2007 (10.2%) missing values Missing
aged_70_older has 1857 (9.4%) missing values Missing
gdp_per_capita has 2010 (10.2%) missing values Missing
extreme_poverty has 7968 (40.4%) missing values Missing
cvd_death_rate has 1841 (9.3%) missing values Missing
diabetes_prevalence has 1191 (6.0%) missing values Missing
female_smokers has 5121 (26.0%) missing values Missing
male_smokers has 5277 (26.8%) missing values Missing
handwashing_facilities has 11942 (60.6%) missing values Missing
hospital_beds_per_100k has 3205 (16.3%) missing values Missing
new_cases_per_million is highly skewed (γ1 = 31.5567942) Skewed
new_deaths_per_million is highly skewed (γ1 = 23.47596217) Skewed
total_cases has 3324 (16.9%) zeros Zeros
new_cases has 8292 (42.1%) zeros Zeros
total_deaths has 8638 (43.8%) zeros Zeros
new_deaths has 13918 (70.6%) zeros Zeros
total_cases_per_million has 2975 (15.1%) zeros Zeros
new_cases_per_million has 7933 (40.3%) zeros Zeros
total_deaths_per_million has 8284 (42.0%) zeros Zeros
new_deaths_per_million has 13550 (68.8%) zeros Zeros
new_tests_smoothed_per_thousand has 237 (1.2%) zeros Zeros
stringency_index has 2100 (10.7%) zeros Zeros

Variables

iso_code
Categorical

HIGH CARDINALITY

Distinct count211
Unique (%)1.1%
Missing64
Missing (%)0.3%
Memory size154.1 KiB
IRN
 
147
DEU
 
147
FIN
 
147
BLR
 
147
DNK
 
147
Other values (206)
18909
ValueCountFrequency (%) 
IRN1470.7%
 
DEU1470.7%
 
FIN1470.7%
 
BLR1470.7%
 
DNK1470.7%
 
EST1470.7%
 
MYS1470.7%
 
RUS1470.7%
 
AUS1470.7%
 
ISR1470.7%
 
NPL1470.7%
 
GRC1470.7%
 
FRA1470.7%
 
OWID_WRL1470.7%
 
NLD1470.7%
 
CHN1470.7%
 
MEX1470.7%
 
ITA1470.7%
 
VNM1470.7%
 
SGP1470.7%
 
AUT1470.7%
 
NOR1470.7%
 
ISL1470.7%
 
HRV1470.7%
 
USA1470.7%
 
Other values (186)1596981.0%
 

Length

Max length8
Median length3
Mean length3.0372945
Min length3

Overview of Unicode Properties

Unique unicode characters29
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
R48908.2%
 
A46807.8%
 
N43287.2%
 
M34925.8%
 
L33015.5%
 
S32195.4%
 
E30215.0%
 
G29865.0%
 
B28834.8%
 
I26514.4%
 
T25944.3%
 
C24554.1%
 
U23814.0%
 
D22563.8%
 
O21133.5%
 
P17983.0%
 
H17422.9%
 
K16882.8%
 
Z12992.2%
 
W11762.0%
 
V11541.9%
 
Y11021.8%
 
F9391.6%
 
J5220.9%
 
X4900.8%
 
Other values (4)6991.2%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter5952099.4%
 
Lowercase Letter1920.3%
 
Connector Punctuation1470.2%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
R48908.2%
 
A46807.9%
 
N43287.3%
 
M34925.9%
 
L33015.5%
 
S32195.4%
 
E30215.1%
 
G29865.0%
 
B28834.8%
 
I26514.5%
 
T25944.4%
 
C24554.1%
 
U23814.0%
 
D22563.8%
 
O21133.6%
 
P17983.0%
 
H17422.9%
 
K16882.8%
 
Z12992.2%
 
W11762.0%
 
V11541.9%
 
Y11021.9%
 
F9391.6%
 
J5220.9%
 
X4900.8%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_147100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n12866.7%
 
a6433.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin5971299.8%
 
Common1470.2%
 

Most frequent Latin characters

ValueCountFrequency (%) 
R48908.2%
 
A46807.8%
 
N43287.2%
 
M34925.8%
 
L33015.5%
 
S32195.4%
 
E30215.1%
 
G29865.0%
 
B28834.8%
 
I26514.4%
 
T25944.3%
 
C24554.1%
 
U23814.0%
 
D22563.8%
 
O21133.5%
 
P17983.0%
 
H17422.9%
 
K16882.8%
 
Z12992.2%
 
W11762.0%
 
V11541.9%
 
Y11021.8%
 
F9391.6%
 
J5220.9%
 
X4900.8%
 
Other values (3)5520.9%
 

Most frequent Common characters

ValueCountFrequency (%) 
_147100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII59859100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
R48908.2%
 
A46807.8%
 
N43287.2%
 
M34925.8%
 
L33015.5%
 
S32195.4%
 
E30215.0%
 
G29865.0%
 
B28834.8%
 
I26514.4%
 
T25944.3%
 
C24554.1%
 
U23814.0%
 
D22563.8%
 
O21133.5%
 
P17983.0%
 
H17422.9%
 
K16882.8%
 
Z12992.2%
 
W11762.0%
 
V11541.9%
 
Y11021.8%
 
F9391.6%
 
J5220.9%
 
X4900.8%
 
Other values (4)6991.2%
 

location
Categorical

HIGH CARDINALITY

Distinct count212
Unique (%)1.1%
Missing0
Missing (%)0.0%
Memory size154.1 KiB
Mexico
 
147
Czech Republic
 
147
Lithuania
 
147
Sweden
 
147
Iceland
 
147
Other values (207)
18973
ValueCountFrequency (%) 
Mexico1470.7%
 
Czech Republic1470.7%
 
Lithuania1470.7%
 
Sweden1470.7%
 
Iceland1470.7%
 
Germany1470.7%
 
Norway1470.7%
 
Denmark1470.7%
 
France1470.7%
 
Canada1470.7%
 
Greece1470.7%
 
United States1470.7%
 
Netherlands1470.7%
 
Finland1470.7%
 
Belgium1470.7%
 
South Korea1470.7%
 
Croatia1470.7%
 
China1470.7%
 
United Kingdom1470.7%
 
World1470.7%
 
Brazil1470.7%
 
Austria1470.7%
 
Nepal1470.7%
 
Switzerland1470.7%
 
Russia1470.7%
 
Other values (187)1603381.4%
 

Length

Max length32
Median length7
Mean length8.609042013
Min length4

Overview of Unicode Properties

Unique unicode characters56
Unique unicode categories (?)7
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
a2551415.0%
 
i145738.6%
 
n144538.5%
 
e120867.1%
 
r99585.9%
 
o83354.9%
 
t67754.0%
 
l63303.7%
 
d57483.4%
 
u56873.4%
 
s56183.3%
 
53923.2%
 
c33302.0%
 
g33021.9%
 
m32271.9%
 
S28351.7%
 
b26791.6%
 
h25511.5%
 
y19341.1%
 
C18941.1%
 
M18911.1%
 
p18341.1%
 
B18071.1%
 
I17941.1%
 
A17401.0%
 
Other values (31)1838010.8%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter13962682.3%
 
Uppercase Letter2439414.4%
 
Space Separator53923.2%
 
Other Punctuation73< 0.1%
 
Open Punctuation61< 0.1%
 
Close Punctuation61< 0.1%
 
Dash Punctuation60< 0.1%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
S283511.6%
 
C18947.8%
 
M18917.8%
 
B18077.4%
 
I17947.4%
 
A17407.1%
 
G14636.0%
 
N11774.8%
 
L10634.4%
 
P10144.2%
 
R9323.8%
 
T9273.8%
 
E9053.7%
 
K9033.7%
 
U7783.2%
 
F6222.5%
 
D5522.3%
 
V5422.2%
 
H4071.7%
 
J3621.5%
 
Z2791.1%
 
W1770.7%
 
Q1430.6%
 
O1410.6%
 
Y460.2%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a2551418.3%
 
i1457310.4%
 
n1445310.4%
 
e120868.7%
 
r99587.1%
 
o83356.0%
 
t67754.9%
 
l63304.5%
 
d57484.1%
 
u56874.1%
 
s56184.0%
 
c33302.4%
 
g33022.4%
 
m32272.3%
 
b26791.9%
 
h25511.8%
 
y19341.4%
 
p18341.3%
 
w13260.9%
 
z12090.9%
 
k10100.7%
 
v8220.6%
 
f4570.3%
 
j3000.2%
 
x2870.2%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
5392100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
'73100.0%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-60100.0%
 

Most frequent Open Punctuation characters

ValueCountFrequency (%) 
(61100.0%
 

Most frequent Close Punctuation characters

ValueCountFrequency (%) 
)61100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin16402096.7%
 
Common56473.3%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a2551415.6%
 
i145738.9%
 
n144538.8%
 
e120867.4%
 
r99586.1%
 
o83355.1%
 
t67754.1%
 
l63303.9%
 
d57483.5%
 
u56873.5%
 
s56183.4%
 
c33302.0%
 
g33022.0%
 
m32272.0%
 
S28351.7%
 
b26791.6%
 
h25511.6%
 
y19341.2%
 
C18941.2%
 
M18911.2%
 
p18341.1%
 
B18071.1%
 
I17941.1%
 
A17401.1%
 
G14630.9%
 
Other values (26)1666210.2%
 

Most frequent Common characters

ValueCountFrequency (%) 
539295.5%
 
'731.3%
 
(611.1%
 
)611.1%
 
-601.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII169667100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
a2551415.0%
 
i145738.6%
 
n144538.5%
 
e120867.1%
 
r99585.9%
 
o83354.9%
 
t67754.0%
 
l63303.7%
 
d57483.4%
 
u56873.4%
 
s56183.3%
 
53923.2%
 
c33302.0%
 
g33021.9%
 
m32271.9%
 
S28351.7%
 
b26791.6%
 
h25511.5%
 
y19341.1%
 
C18941.1%
 
M18911.1%
 
p18341.1%
 
B18071.1%
 
I17941.1%
 
A17401.0%
 
Other values (31)1838010.8%
 

date
Categorical

HIGH CARDINALITY

Distinct count147
Unique (%)0.7%
Missing0
Missing (%)0.0%
Memory size154.1 KiB
2020-05-19
 
211
2020-05-18
 
211
2020-05-16
 
211
2020-05-15
 
211
2020-05-17
 
211
Other values (142)
18653
ValueCountFrequency (%) 
2020-05-192111.1%
 
2020-05-182111.1%
 
2020-05-162111.1%
 
2020-05-152111.1%
 
2020-05-172111.1%
 
2020-05-132101.1%
 
2020-05-122101.1%
 
2020-05-242101.1%
 
2020-05-062101.1%
 
2020-05-212101.1%
 
2020-05-202101.1%
 
2020-05-032101.1%
 
2020-05-042101.1%
 
2020-05-022101.1%
 
2020-05-082101.1%
 
2020-05-142101.1%
 
2020-05-092101.1%
 
2020-05-222101.1%
 
2020-05-112101.1%
 
2020-05-102101.1%
 
2020-05-052101.1%
 
2020-05-072101.1%
 
2020-05-232101.1%
 
2020-05-252091.1%
 
2020-05-012091.1%
 
Other values (122)1445573.3%
 

Length

Max length10
Median length10
Mean length10
Min length10

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
06641333.7%
 
25006025.4%
 
-3941620.0%
 
1112985.7%
 
481984.2%
 
572913.7%
 
368443.5%
 
919561.0%
 
718741.0%
 
818741.0%
 
618560.9%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number15766480.0%
 
Dash Punctuation3941620.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
06641342.1%
 
25006031.8%
 
1112987.2%
 
481985.2%
 
572914.6%
 
368444.3%
 
919561.2%
 
718741.2%
 
818741.2%
 
618561.2%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-39416100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common197080100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
06641333.7%
 
25006025.4%
 
-3941620.0%
 
1112985.7%
 
481984.2%
 
572913.7%
 
368443.5%
 
919561.0%
 
718741.0%
 
818741.0%
 
618560.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII197080100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
06641333.7%
 
25006025.4%
 
-3941620.0%
 
1112985.7%
 
481984.2%
 
572913.7%
 
368443.5%
 
919561.0%
 
718741.0%
 
818741.0%
 
618560.9%
 

total_cases
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count5293
Unique (%)26.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17896.287801907856
Minimum0
Maximum5371700
Zeros3324
Zeros (%)16.9%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q15
median86
Q31163
95-th percentile34797.8
Maximum5371700
Range5371700
Interquartile range (IQR)1158

Descriptive statistics

Standard deviation184328.0551
Coefficient of variation (CV)10.29979274
Kurtosis440.718936
Mean17896.2878
Median Absolute Deviation (MAD)86
Skewness19.68076068
Sum352700040
Variance3.397683192e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0332416.9%
 
16243.2%
 
33421.7%
 
23121.6%
 
112831.4%
 
162371.2%
 
182291.2%
 
62171.1%
 
72001.0%
 
81951.0%
 
51941.0%
 
41750.9%
 
101720.9%
 
151700.9%
 
121600.8%
 
141440.7%
 
91430.7%
 
191430.7%
 
131270.6%
 
241040.5%
 
251000.5%
 
39760.4%
 
21750.4%
 
17750.4%
 
22670.3%
 
Other values (5268)1182060.0%
 
ValueCountFrequency (%) 
0332416.9%
 
16243.2%
 
23121.6%
 
33421.7%
 
41750.9%
 
51941.0%
 
62171.1%
 
72001.0%
 
81951.0%
 
91430.7%
 
ValueCountFrequency (%) 
53717001< 0.1%
 
52770671< 0.1%
 
51759361< 0.1%
 
50693661< 0.1%
 
49614571< 0.1%
 
48619741< 0.1%
 
47668991< 0.1%
 
46797641< 0.1%
 
45985461< 0.1%
 
45043511< 0.1%
 

new_cases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count1775
Unique (%)9.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean545.1288816724173
Minimum-2461
Maximum107909
Zeros8292
Zeros (%)42.1%
Memory size154.1 KiB

Quantile statistics

Minimum-2461
5-th percentile0
Q10
median2
Q344
95-th percentile1126.6
Maximum107909
Range110370
Interquartile range (IQR)44

Descriptive statistics

Standard deviation4886.065724
Coefficient of variation (CV)8.963138605
Kurtosis258.3124905
Mean545.1288817
Median Absolute Deviation (MAD)2
Skewness15.37998824
Sum10743400
Variance23873638.26
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0829242.1%
 
111065.6%
 
26723.4%
 
34502.3%
 
43771.9%
 
62981.5%
 
52911.5%
 
82151.1%
 
72151.1%
 
91981.0%
 
101931.0%
 
111630.8%
 
121480.8%
 
151380.7%
 
131330.7%
 
141220.6%
 
171050.5%
 
161040.5%
 
19950.5%
 
18920.5%
 
21860.4%
 
22850.4%
 
20820.4%
 
27710.4%
 
28660.3%
 
Other values (1750)591130.0%
 
ValueCountFrequency (%) 
-24611< 0.1%
 
-14801< 0.1%
 
-7131< 0.1%
 
-5251< 0.1%
 
-2091< 0.1%
 
-1611< 0.1%
 
-1051< 0.1%
 
-501< 0.1%
 
-92< 0.1%
 
0829242.1%
 
ValueCountFrequency (%) 
1079091< 0.1%
 
1065701< 0.1%
 
1011311< 0.1%
 
1005481< 0.1%
 
994831< 0.1%
 
980341< 0.1%
 
966651< 0.1%
 
950751< 0.1%
 
946331< 0.1%
 
941951< 0.1%
 

total_deaths
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count1810
Unique (%)9.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1186.84260198904
Minimum0
Maximum344815
Zeros8638
Zeros (%)43.8%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q325
95-th percentile1586.25
Maximum344815
Range344815
Interquartile range (IQR)25

Descriptive statistics

Standard deviation12583.26985
Coefficient of variation (CV)10.60230718
Kurtosis428.1766874
Mean1186.842602
Median Absolute Deviation (MAD)1
Skewness19.4447264
Sum23390294
Variance158338680
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0863843.8%
 
114347.3%
 
26843.5%
 
35732.9%
 
53631.8%
 
43521.8%
 
63241.6%
 
72831.4%
 
102781.4%
 
92741.4%
 
82621.3%
 
121450.7%
 
111400.7%
 
211140.6%
 
131000.5%
 
14950.5%
 
15930.5%
 
17890.5%
 
20890.5%
 
18750.4%
 
19740.4%
 
24730.4%
 
26710.4%
 
25670.3%
 
22670.3%
 
Other values (1785)495125.1%
 
ValueCountFrequency (%) 
0863843.8%
 
114347.3%
 
26843.5%
 
35732.9%
 
43521.8%
 
53631.8%
 
63241.6%
 
72831.4%
 
82621.3%
 
92741.4%
 
ValueCountFrequency (%) 
3448151< 0.1%
 
3420781< 0.1%
 
3380891< 0.1%
 
3333991< 0.1%
 
3279561< 0.1%
 
3231561< 0.1%
 
3179281< 0.1%
 
3146661< 0.1%
 
3116931< 0.1%
 
3074251< 0.1%
 

new_deaths
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count567
Unique (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean34.99238887761315
Minimum0
Maximum10520
Zeros13918
Zeros (%)70.6%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile57
Maximum10520
Range10520
Interquartile range (IQR)1

Descriptive statistics

Standard deviation333.7937855
Coefficient of variation (CV)9.539039664
Kurtosis325.1910002
Mean34.99238888
Median Absolute Deviation (MAD)0
Skewness16.74493485
Sum689630
Variance111418.2912
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01391870.6%
 
113987.1%
 
26953.5%
 
34212.1%
 
43331.7%
 
52231.1%
 
61921.0%
 
71590.8%
 
81310.7%
 
101160.6%
 
91120.6%
 
11850.4%
 
12670.3%
 
13660.3%
 
15590.3%
 
16530.3%
 
14510.3%
 
17430.2%
 
18390.2%
 
21360.2%
 
22320.2%
 
28290.1%
 
25280.1%
 
20260.1%
 
19260.1%
 
Other values (542)13707.0%
 
ValueCountFrequency (%) 
01391870.6%
 
113987.1%
 
26953.5%
 
34212.1%
 
43331.7%
 
52231.1%
 
61921.0%
 
71590.8%
 
81310.7%
 
91120.6%
 
ValueCountFrequency (%) 
105201< 0.1%
 
87091< 0.1%
 
85681< 0.1%
 
76631< 0.1%
 
76041< 0.1%
 
74451< 0.1%
 
74441< 0.1%
 
72841< 0.1%
 
72211< 0.1%
 
66711< 0.1%
 

total_cases_per_million
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count10761
Unique (%)55.7%
Missing377
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean507.0767049299053
Minimum0.0
Maximum19594.555
Zeros2975
Zeros (%)15.1%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10.647
median27.963
Q3255.318
95-th percentile2799.693
Maximum19594.555
Range19594.555
Interquartile range (IQR)254.671

Descriptive statistics

Standard deviation1474.006311
Coefficient of variation (CV)2.906870492
Kurtosis55.62799288
Mean507.0767049
Median Absolute Deviation (MAD)27.963
Skewness6.377783613
Sum9802299.783
Variance2172694.604
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0297515.1%
 
0.034670.3%
 
199.973530.3%
 
63.049520.3%
 
193.757500.3%
 
17.046480.2%
 
6.297460.2%
 
222.25460.2%
 
2.611450.2%
 
2200.44430.2%
 
45.269420.2%
 
111.857410.2%
 
7.297400.2%
 
0.06390.2%
 
10.997360.2%
 
0.014360.2%
 
281.997360.2%
 
20.079350.2%
 
0.047350.2%
 
0.894340.2%
 
228.824330.2%
 
3826.87320.2%
 
18.203310.2%
 
0.027310.2%
 
3732.415300.2%
 
Other values (10736)1537578.0%
 
(Missing)3771.9%
 
ValueCountFrequency (%) 
0297515.1%
 
0.0015< 0.1%
 
0.002280.1%
 
0.0037< 0.1%
 
0.0042< 0.1%
 
0.0058< 0.1%
 
0.0064< 0.1%
 
0.0071< 0.1%
 
0.008220.1%
 
0.009120.1%
 
ValueCountFrequency (%) 
19594.5552< 0.1%
 
19476.6931< 0.1%
 
19388.2961< 0.1%
 
19329.3651< 0.1%
 
19299.91< 0.1%
 
19270.4342< 0.1%
 
19240.9691< 0.1%
 
19211.5031< 0.1%
 
19093.6411< 0.1%
 
18946.3141< 0.1%
 

new_cases_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count6241
Unique (%)32.3%
Missing377
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean13.339908437225183
Minimum-265.189
Maximum4944.376
Zeros7933
Zeros (%)40.3%
Memory size154.1 KiB

Quantile statistics

Minimum-265.189
5-th percentile0
Q10
median0.251
Q35.901
95-th percentile63.975
Maximum4944.376
Range5209.565
Interquartile range (IQR)5.901

Descriptive statistics

Standard deviation63.59145473
Coefficient of variation (CV)4.767008337
Kurtosis1992.540417
Mean13.33990844
Median Absolute Deviation (MAD)0.251
Skewness31.5567942
Sum257873.77
Variance4043.873115
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0793340.3%
 
0.207300.2%
 
0.392260.1%
 
0.01250.1%
 
2.543240.1%
 
0.017240.1%
 
0.042240.1%
 
0.018230.1%
 
0.052220.1%
 
0.196220.1%
 
0.588220.1%
 
0.061210.1%
 
0.026210.1%
 
0.009210.1%
 
0.067200.1%
 
0.305190.1%
 
0.06190.1%
 
0.084180.1%
 
0.144180.1%
 
0.078180.1%
 
0.001180.1%
 
0.251170.1%
 
0.039170.1%
 
0.043170.1%
 
0.057170.1%
 
Other values (6216)1089555.3%
 
(Missing)3771.9%
 
ValueCountFrequency (%) 
-265.1891< 0.1%
 
-139.4881< 0.1%
 
-83.8861< 0.1%
 
-38.571< 0.1%
 
-17.241< 0.1%
 
-15.7891< 0.1%
 
-15.251< 0.1%
 
-7.7341< 0.1%
 
-2.8341< 0.1%
 
0793340.3%
 
ValueCountFrequency (%) 
4944.3761< 0.1%
 
1722.6531< 0.1%
 
1473.4471< 0.1%
 
1236.0948< 0.1%
 
1060.7581< 0.1%
 
1001.8271< 0.1%
 
861.3261< 0.1%
 
854.4991< 0.1%
 
800.161< 0.1%
 
736.6373< 0.1%
 

total_deaths_per_million
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count4864
Unique (%)25.2%
Missing377
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean22.225029382856555
Minimum0.0
Maximum1237.5510000000002
Zeros8284
Zeros (%)42.0%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.177
Q34.702
95-th percentile99.0335
Maximum1237.551
Range1237.551
Interquartile range (IQR)4.702

Descriptive statistics

Standard deviation92.92932291
Coefficient of variation (CV)4.181291341
Kurtosis73.29250762
Mean22.22502938
Median Absolute Deviation (MAD)0.177
Skewness7.649244257
Sum429632.043
Variance8635.859057
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0828442.0%
 
0.414660.3%
 
15.216660.3%
 
6.094600.3%
 
2.286600.3%
 
0.084570.3%
 
0.061550.3%
 
1.705540.3%
 
0.425540.3%
 
0.352530.3%
 
5.716520.3%
 
26.221510.3%
 
25.828500.3%
 
34.748480.2%
 
5.03470.2%
 
29.624440.2%
 
0.215430.2%
 
1.799380.2%
 
0.009370.2%
 
0.026360.2%
 
33.072360.2%
 
30.635350.2%
 
29.304350.2%
 
0.269350.2%
 
0.449340.2%
 
Other values (4839)990150.2%
 
(Missing)3771.9%
 
ValueCountFrequency (%) 
0828442.0%
 
0.001130.1%
 
0.0027< 0.1%
 
0.0035< 0.1%
 
0.0042< 0.1%
 
0.005100.1%
 
0.0061< 0.1%
 
0.0073< 0.1%
 
0.008140.1%
 
0.009370.2%
 
ValueCountFrequency (%) 
1237.5512< 0.1%
 
1208.085270.1%
 
1178.625< 0.1%
 
1149.1544< 0.1%
 
1119.6891< 0.1%
 
1060.7583< 0.1%
 
1031.2922< 0.1%
 
1001.8274< 0.1%
 
942.8964< 0.1%
 
883.9651< 0.1%
 

new_deaths_per_million
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count1625
Unique (%)8.4%
Missing377
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean0.5817364854378977
Minimum0.0
Maximum200.04
Zeros13550
Zeros (%)68.8%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.055
95-th percentile2.2195
Maximum200.04
Range200.04
Interquartile range (IQR)0.055

Descriptive statistics

Standard deviation3.585335063
Coefficient of variation (CV)6.163160044
Kurtosis953.5980518
Mean0.5817364854
Median Absolute Deviation (MAD)0
Skewness23.47596217
Sum11245.548
Variance12.85462751
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01355068.8%
 
0.099570.3%
 
0.039420.2%
 
0.347400.2%
 
0.288360.2%
 
0.02350.2%
 
0.48330.2%
 
0.088310.2%
 
0.154300.2%
 
0.147290.1%
 
0.196290.1%
 
0.03280.1%
 
0.096280.1%
 
0.031280.1%
 
0.038270.1%
 
0.048260.1%
 
0.144260.1%
 
0.034260.1%
 
0.026240.1%
 
0.049240.1%
 
0.137240.1%
 
0.029240.1%
 
0.024230.1%
 
0.014230.1%
 
0.027230.1%
 
Other values (1600)506525.7%
 
(Missing)3771.9%
 
ValueCountFrequency (%) 
01355068.8%
 
0.001210.1%
 
0.002110.1%
 
0.003140.1%
 
0.004100.1%
 
0.005210.1%
 
0.006190.1%
 
0.0076< 0.1%
 
0.008200.1%
 
0.009200.1%
 
ValueCountFrequency (%) 
200.041< 0.1%
 
176.7931< 0.1%
 
117.8621< 0.1%
 
93.2791< 0.1%
 
88.3961< 0.1%
 
58.9318< 0.1%
 
58.8011< 0.1%
 
51.771< 0.1%
 
50.9631< 0.1%
 
47.391< 0.1%
 

total_tests
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count5058
Unique (%)95.7%
Missing14421
Missing (%)73.2%
Infinite0
Infinite (%)0.0%
Mean255406.92396444108
Minimum1.0
Maximum14163694.0
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum1
5-th percentile298.5
Q18505.5
median44458
Q3161282.5
95-th percentile908376.7
Maximum14163694
Range14163693
Interquartile range (IQR)152777

Descriptive statistics

Standard deviation918402.0467
Coefficient of variation (CV)3.595838486
Kurtosis90.46679039
Mean255406.924
Median Absolute Deviation (MAD)42355
Skewness8.59108061
Sum1350336407
Variance8.434623194e+11
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2114< 0.1%
 
314< 0.1%
 
254< 0.1%
 
164< 0.1%
 
5764< 0.1%
 
5843< 0.1%
 
573< 0.1%
 
3263< 0.1%
 
42983< 0.1%
 
143< 0.1%
 
523< 0.1%
 
8803< 0.1%
 
6093< 0.1%
 
363< 0.1%
 
4503< 0.1%
 
353< 0.1%
 
1303< 0.1%
 
623< 0.1%
 
53< 0.1%
 
18903< 0.1%
 
333< 0.1%
 
203< 0.1%
 
1632< 0.1%
 
599782< 0.1%
 
1262< 0.1%
 
Other values (5033)521026.4%
 
(Missing)1442173.2%
 
ValueCountFrequency (%) 
12< 0.1%
 
21< 0.1%
 
32< 0.1%
 
41< 0.1%
 
53< 0.1%
 
92< 0.1%
 
101< 0.1%
 
112< 0.1%
 
122< 0.1%
 
132< 0.1%
 
ValueCountFrequency (%) 
141636941< 0.1%
 
137847861< 0.1%
 
134190581< 0.1%
 
130247621< 0.1%
 
126082161< 0.1%
 
122028121< 0.1%
 
118060211< 0.1%
 
114603191< 0.1%
 
110575111< 0.1%
 
107045751< 0.1%
 

new_tests
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count3364
Unique (%)71.6%
Missing15009
Missing (%)76.2%
Infinite0
Infinite (%)0.0%
Mean10382.31091721643
Minimum1.0
Maximum416546.0
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum1
5-th percentile31
Q1555
median1955
Q36363.5
95-th percentile38216.2
Maximum416546
Range416545
Interquartile range (IQR)5808.5

Descriptive statistics

Standard deviation34434.81512
Coefficient of variation (CV)3.31668117
Kurtosis56.82203017
Mean10382.31092
Median Absolute Deviation (MAD)1770
Skewness6.947133814
Sum48786479
Variance1185756492
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1170.1%
 
2140.1%
 
16120.1%
 
8120.1%
 
5110.1%
 
10100.1%
 
3100.1%
 
49< 0.1%
 
99< 0.1%
 
328< 0.1%
 
188< 0.1%
 
248< 0.1%
 
78< 0.1%
 
298< 0.1%
 
257< 0.1%
 
227< 0.1%
 
4437< 0.1%
 
157< 0.1%
 
357< 0.1%
 
67< 0.1%
 
446< 0.1%
 
706< 0.1%
 
586< 0.1%
 
766< 0.1%
 
276< 0.1%
 
Other values (3339)448322.7%
 
(Missing)1500976.2%
 
ValueCountFrequency (%) 
1170.1%
 
2140.1%
 
3100.1%
 
49< 0.1%
 
5110.1%
 
67< 0.1%
 
78< 0.1%
 
8120.1%
 
99< 0.1%
 
10100.1%
 
ValueCountFrequency (%) 
4165461< 0.1%
 
4054041< 0.1%
 
4028081< 0.1%
 
3967911< 0.1%
 
3942961< 0.1%
 
3846441< 0.1%
 
3789081< 0.1%
 
3767511< 0.1%
 
3657281< 0.1%
 
3629411< 0.1%
 

total_tests_per_thousand
Real number (ℝ≥0)

MISSING

Distinct count3842
Unique (%)72.7%
Missing14421
Missing (%)73.2%
Infinite0
Infinite (%)0.0%
Mean11.451027614904483
Minimum0.0
Maximum172.31599999999997
Zeros26
Zeros (%)0.1%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0.011
Q10.3645
median2.551
Q313.573
95-th percentile48.6514
Maximum172.316
Range172.316
Interquartile range (IQR)13.2085

Descriptive statistics

Standard deviation21.14316104
Coefficient of variation (CV)1.846398572
Kurtosis18.61178842
Mean11.45102761
Median Absolute Deviation (MAD)2.517
Skewness3.741735322
Sum60541.583
Variance447.0332588
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.001430.2%
 
0.002320.2%
 
0.003270.1%
 
0.007270.1%
 
0260.1%
 
0.015220.1%
 
0.008220.1%
 
0.004210.1%
 
0.01210.1%
 
0.005190.1%
 
0.013170.1%
 
0.02160.1%
 
0.016160.1%
 
0.024150.1%
 
0.027150.1%
 
0.012150.1%
 
0.018150.1%
 
0.006140.1%
 
0.017140.1%
 
0.009120.1%
 
0.011110.1%
 
0.014100.1%
 
0.0559< 0.1%
 
0.0239< 0.1%
 
0.0288< 0.1%
 
Other values (3817)483124.5%
 
(Missing)1442173.2%
 
ValueCountFrequency (%) 
0260.1%
 
0.001430.2%
 
0.002320.2%
 
0.003270.1%
 
0.004210.1%
 
0.005190.1%
 
0.006140.1%
 
0.007270.1%
 
0.008220.1%
 
0.009120.1%
 
ValueCountFrequency (%) 
172.3161< 0.1%
 
172.1471< 0.1%
 
170.7081< 0.1%
 
170.5031< 0.1%
 
168.7531< 0.1%
 
167.4611< 0.1%
 
166.8351< 0.1%
 
166.5671< 0.1%
 
166.5471< 0.1%
 
166.1571< 0.1%
 

new_tests_per_thousand
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count1274
Unique (%)27.1%
Missing15009
Missing (%)76.2%
Infinite0
Infinite (%)0.0%
Mean0.392041711002341
Minimum0.0
Maximum7.285
Zeros168
Zeros (%)0.9%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0.001
Q10.029
median0.151
Q30.543
95-th percentile1.4845
Maximum7.285
Range7.285
Interquartile range (IQR)0.514

Descriptive statistics

Standard deviation0.6096827647
Coefficient of variation (CV)1.555147699
Kurtosis19.3093695
Mean0.392041711
Median Absolute Deviation (MAD)0.143
Skewness3.531250796
Sum1842.204
Variance0.3717130736
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01680.9%
 
0.0011090.6%
 
0.002570.3%
 
0.007540.3%
 
0.006520.3%
 
0.005500.3%
 
0.004480.2%
 
0.008470.2%
 
0.014380.2%
 
0.013380.2%
 
0.009370.2%
 
0.003370.2%
 
0.012350.2%
 
0.015330.2%
 
0.011330.2%
 
0.017310.2%
 
0.021300.2%
 
0.019280.1%
 
0.016280.1%
 
0.022270.1%
 
0.01270.1%
 
0.026270.1%
 
0.023260.1%
 
0.03250.1%
 
0.059230.1%
 
Other values (1249)359118.2%
 
(Missing)1500976.2%
 
ValueCountFrequency (%) 
01680.9%
 
0.0011090.6%
 
0.002570.3%
 
0.003370.2%
 
0.004480.2%
 
0.005500.3%
 
0.006520.3%
 
0.007540.3%
 
0.008470.2%
 
0.009370.2%
 
ValueCountFrequency (%) 
7.2851< 0.1%
 
6.7081< 0.1%
 
5.7291< 0.1%
 
5.3571< 0.1%
 
5.141< 0.1%
 
5.0021< 0.1%
 
4.9111< 0.1%
 
4.8971< 0.1%
 
4.7241< 0.1%
 
4.5571< 0.1%
 

new_tests_smoothed
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count3962
Unique (%)68.5%
Missing13923
Missing (%)70.6%
Infinite0
Infinite (%)0.0%
Mean9237.185479688851
Minimum0.0
Maximum389611.0
Zeros32
Zeros (%)0.2%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile34
Q1652
median2131
Q35983
95-th percentile38776
Maximum389611
Range389611
Interquartile range (IQR)5331

Descriptive statistics

Standard deviation29252.52827
Coefficient of variation (CV)3.166822658
Kurtosis67.25289883
Mean9237.18548
Median Absolute Deviation (MAD)1865
Skewness7.429570201
Sum53437118
Variance855710410.5
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0320.2%
 
2111250.1%
 
2134250.1%
 
930240.1%
 
4200.1%
 
2200.1%
 
1190.1%
 
3180.1%
 
2257160.1%
 
5150.1%
 
37120.1%
 
4632110.1%
 
7110.1%
 
27110.1%
 
8100.1%
 
36100.1%
 
299< 0.1%
 
259< 0.1%
 
459< 0.1%
 
728< 0.1%
 
238< 0.1%
 
308< 0.1%
 
267< 0.1%
 
117< 0.1%
 
577< 0.1%
 
Other values (3937)543427.6%
 
(Missing)1392370.6%
 
ValueCountFrequency (%) 
0320.2%
 
1190.1%
 
2200.1%
 
3180.1%
 
4200.1%
 
5150.1%
 
67< 0.1%
 
7110.1%
 
8100.1%
 
94< 0.1%
 
ValueCountFrequency (%) 
3896111< 0.1%
 
3877831< 0.1%
 
3861961< 0.1%
 
3833041< 0.1%
 
3776191< 0.1%
 
3619931< 0.1%
 
3544071< 0.1%
 
3488441< 0.1%
 
3356071< 0.1%
 
3271241< 0.1%
 

new_tests_smoothed_per_thousand
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count1338
Unique (%)23.1%
Missing13923
Missing (%)70.6%
Infinite0
Infinite (%)0.0%
Mean0.36011201382886776
Minimum0.0
Maximum4.993
Zeros237
Zeros (%)1.2%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0.001
Q10.031
median0.154
Q30.502
95-th percentile1.3178
Maximum4.993
Range4.993
Interquartile range (IQR)0.471

Descriptive statistics

Standard deviation0.5302043532
Coefficient of variation (CV)1.472331755
Kurtosis15.50545706
Mean0.3601120138
Median Absolute Deviation (MAD)0.145
Skewness3.207707843
Sum2083.248
Variance0.2811166562
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
02371.2%
 
0.0011460.7%
 
0.002820.4%
 
0.006750.4%
 
0.007540.3%
 
0.01530.3%
 
0.008500.3%
 
0.005440.2%
 
0.003430.2%
 
0.004430.2%
 
0.009420.2%
 
0.014390.2%
 
0.025390.2%
 
0.016390.2%
 
0.011380.2%
 
0.019350.2%
 
0.015350.2%
 
0.012340.2%
 
0.124330.2%
 
0.285320.2%
 
0.036320.2%
 
0.013320.2%
 
0.051300.2%
 
0.022300.2%
 
0.021300.2%
 
Other values (1313)443822.5%
 
(Missing)1392370.6%
 
ValueCountFrequency (%) 
02371.2%
 
0.0011460.7%
 
0.002820.4%
 
0.003430.2%
 
0.004430.2%
 
0.005440.2%
 
0.006750.4%
 
0.007540.3%
 
0.008500.3%
 
0.009420.2%
 
ValueCountFrequency (%) 
4.9931< 0.1%
 
4.8941< 0.1%
 
4.7851< 0.1%
 
4.7711< 0.1%
 
4.6421< 0.1%
 
4.6041< 0.1%
 
4.4331< 0.1%
 
4.3871< 0.1%
 
4.3521< 0.1%
 
4.3051< 0.1%
 

tests_units
Categorical

MISSING

Distinct count5
Unique (%)0.1%
Missing13324
Missing (%)67.6%
Memory size154.1 KiB
tests performed
2520
people tested
1847
samples tested
1034
units unclear
904
inconsistent units (COVID Tracking Project)
 
79
ValueCountFrequency (%) 
tests performed252012.8%
 
people tested18479.4%
 
samples tested10345.2%
 
units unclear9044.6%
 
inconsistent units (COVID Tracking Project)790.4%
 
(Missing)1332467.6%
 

Length

Max length43
Median length3
Mean length6.667749137
Min length3

Overview of Unicode Properties

Unique unicode characters28
Unique unicode categories (?)5
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n2885122.0%
 
e1911214.5%
 
a1534111.7%
 
t120229.1%
 
s111308.5%
 
p72485.5%
 
66215.0%
 
r61024.6%
 
d54014.1%
 
o45253.4%
 
l37852.9%
 
m35542.7%
 
f25201.9%
 
u18871.4%
 
i12200.9%
 
c11410.9%
 
(790.1%
 
C790.1%
 
O790.1%
 
V790.1%
 
I790.1%
 
D790.1%
 
T790.1%
 
k790.1%
 
g790.1%
 
Other values (3)2370.2%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter12407694.4%
 
Space Separator66215.0%
 
Uppercase Letter5530.4%
 
Open Punctuation790.1%
 
Close Punctuation790.1%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n2885123.3%
 
e1911215.4%
 
a1534112.4%
 
t120229.7%
 
s111309.0%
 
p72485.8%
 
r61024.9%
 
d54014.4%
 
o45253.6%
 
l37853.1%
 
m35542.9%
 
f25202.0%
 
u18871.5%
 
i12201.0%
 
c11410.9%
 
k790.1%
 
g790.1%
 
j790.1%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
6621100.0%
 

Most frequent Open Punctuation characters

ValueCountFrequency (%) 
(79100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
C7914.3%
 
O7914.3%
 
V7914.3%
 
I7914.3%
 
D7914.3%
 
T7914.3%
 
P7914.3%
 

Most frequent Close Punctuation characters

ValueCountFrequency (%) 
)79100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin12462994.8%
 
Common67795.2%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n2885123.1%
 
e1911215.3%
 
a1534112.3%
 
t120229.6%
 
s111308.9%
 
p72485.8%
 
r61024.9%
 
d54014.3%
 
o45253.6%
 
l37853.0%
 
m35542.9%
 
f25202.0%
 
u18871.5%
 
i12201.0%
 
c11410.9%
 
C790.1%
 
O790.1%
 
V790.1%
 
I790.1%
 
D790.1%
 
T790.1%
 
k790.1%
 
g790.1%
 
P790.1%
 
j790.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
662197.7%
 
(791.2%
 
)791.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII131408100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n2885122.0%
 
e1911214.5%
 
a1534111.7%
 
t120229.1%
 
s111308.5%
 
p72485.5%
 
66215.0%
 
r61024.6%
 
d54014.1%
 
o45253.4%
 
l37852.9%
 
m35542.7%
 
f25201.9%
 
u18871.4%
 
i12200.9%
 
c11410.9%
 
(790.1%
 
C790.1%
 
O790.1%
 
V790.1%
 
I790.1%
 
D790.1%
 
T790.1%
 
k790.1%
 
g790.1%
 
Other values (3)2370.2%
 

stringency_index
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count153
Unique (%)1.0%
Missing4490
Missing (%)22.8%
Infinite0
Infinite (%)0.0%
Mean54.716536995663034
Minimum0.0
Maximum100.0
Zeros2100
Zeros (%)10.7%
Memory size154.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q117.1325
median68.06
Q383.33
95-th percentile96.3
Maximum100
Range100
Interquartile range (IQR)66.1975

Descriptive statistics

Standard deviation34.42870833
Coefficient of variation (CV)0.629219432
Kurtosis-1.325984879
Mean54.716537
Median Absolute Deviation (MAD)21.75
Skewness-0.4740742663
Sum832676.26
Variance1185.335957
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0210010.7%
 
82.414362.2%
 
11.114172.1%
 
1003611.8%
 
19.443501.8%
 
96.33501.8%
 
73.153381.7%
 
85.193351.7%
 
90.743271.7%
 
5.563021.5%
 
13.892991.5%
 
78.72891.5%
 
79.632871.5%
 
93.522851.4%
 
94.442771.4%
 
81.482481.3%
 
2.782471.3%
 
75.932311.2%
 
87.962291.2%
 
84.262271.2%
 
80.562231.1%
 
87.042181.1%
 
52.782091.1%
 
16.672011.0%
 
88.891991.0%
 
Other values (128)623331.6%
 
(Missing)449022.8%
 
ValueCountFrequency (%) 
0210010.7%
 
2.782471.3%
 
5.563021.5%
 
8.331840.9%
 
10.19380.2%
 
11.114172.1%
 
12.044< 0.1%
 
13.892991.5%
 
14.818< 0.1%
 
15.745< 0.1%
 
ValueCountFrequency (%) 
1003611.8%
 
98.15250.1%
 
97.221330.7%
 
96.33501.8%
 
95.37170.1%
 
94.442771.4%
 
93.522851.4%
 
92.591470.7%
 
92.13360.2%
 
91.67950.5%
 

population
Real number (ℝ≥0)

Distinct count211
Unique (%)1.1%
Missing64
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean108844459.22968845
Minimum809.0
Maximum7794798729.0
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum809
5-th percentile53192
Q12351625
median9660350
Q336910558
95-th percentile212559409
Maximum7794798729
Range7794797920
Interquartile range (IQR)34558933

Descriptive statistics

Standard deviation690097526.5
Coefficient of variation (CV)6.340217328
Kurtosis112.3728565
Mean108844459.2
Median Absolute Deviation (MAD)9218811
Skewness10.43795189
Sum2.138140557e+12
Variance4.762345961e+17
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
377421571470.7%
 
254998811470.7%
 
291368081470.7%
 
27222911470.7%
 
1289327531470.7%
 
3310026471470.7%
 
54212421470.7%
 
86555411470.7%
 
86546181470.7%
 
512691831470.7%
 
107089821470.7%
 
1459344601470.7%
 
171348731470.7%
 
2125594091470.7%
 
41052681470.7%
 
58503431470.7%
 
604618281470.7%
 
100992701470.7%
 
13265391470.7%
 
973385831470.7%
 
678860041470.7%
 
90064001470.7%
 
1264764581470.7%
 
55407181470.7%
 
652735121470.7%
 
Other values (186)1596981.0%
 
ValueCountFrequency (%) 
809720.4%
 
3483520.3%
 
4999650.3%
 
15002600.3%
 
26221540.3%
 
30237600.3%
 
33691670.3%
 
339381460.7%
 
38137760.4%
 
38718620.3%
 
ValueCountFrequency (%) 
77947987291470.7%
 
14393237741470.7%
 
13800043851460.7%
 
3310026471470.7%
 
2735236211400.7%
 
2208923311420.7%
 
2125594091470.7%
 
2061395871360.7%
 
164689383830.4%
 
1459344601470.7%
 

population_density
Real number (ℝ≥0)

MISSING

Distinct count199
Unique (%)1.1%
Missing862
Missing (%)4.4%
Infinite0
Infinite (%)0.0%
Mean427.4584158972726
Minimum0.13699999999999998
Maximum19347.5
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.137
5-th percentile4.289
Q142.729
median93.105
Q3227.322
95-th percentile1209.088
Maximum19347.5
Range19347.363
Interquartile range (IQR)184.593

Descriptive statistics

Standard deviation1850.114365
Coefficient of variation (CV)4.328173914
Kurtosis78.45128083
Mean427.4584159
Median Absolute Deviation (MAD)68.387
Skewness8.462707252
Sum8055881.306
Variance3422923.164
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
205.8591470.7%
 
508.5441470.7%
 
272.8981470.7%
 
4.0371470.7%
 
18.1361470.7%
 
58.0451470.7%
 
14.4621470.7%
 
527.9671470.7%
 
122.5781470.7%
 
31.0331470.7%
 
204.431470.7%
 
214.2431470.7%
 
237.0161470.7%
 
35.6081470.7%
 
83.4791470.7%
 
3.2021470.7%
 
45.1351470.7%
 
73.7261470.7%
 
24.7181470.7%
 
136.521470.7%
 
375.5641470.7%
 
7915.7311470.7%
 
402.6061470.7%
 
49.8311470.7%
 
137.1761470.7%
 
Other values (174)1517177.0%
 
(Missing)8624.4%
 
ValueCountFrequency (%) 
0.137670.3%
 
1.98710.4%
 
3.078720.4%
 
3.2021470.7%
 
3.4041470.7%
 
3.612670.3%
 
3.623620.3%
 
3.952720.4%
 
4.0371470.7%
 
4.044550.3%
 
ValueCountFrequency (%) 
19347.51350.7%
 
7915.7311470.7%
 
7039.7141100.6%
 
3457.1670.3%
 
1935.9071460.7%
 
1454.433770.4%
 
1454.037800.4%
 
1308.82670.3%
 
1265.036830.4%
 
1209.088610.3%
 

median_age
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count133
Unique (%)0.7%
Missing1767
Missing (%)9.0%
Infinite0
Infinite (%)0.0%
Mean32.41842706649574
Minimum15.1
Maximum48.2
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum15.1
5-th percentile18
Q125.3
median32.4
Q341
95-th percentile44.8
Maximum48.2
Range33.1
Interquartile range (IQR)15.7

Descriptive statistics

Standard deviation8.947339646
Coefficient of variation (CV)0.2759954895
Kurtosis-1.159144013
Mean32.41842707
Median Absolute Deviation (MAD)7.4
Skewness-0.1713743278
Sum581619
Variance80.05488673
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
32.45092.6%
 
38.74372.2%
 
31.93041.5%
 
30.62981.5%
 
37.92921.5%
 
29.12891.5%
 
39.72871.5%
 
29.32871.5%
 
41.22331.2%
 
41.82311.2%
 
43.42301.2%
 
42.42271.2%
 
202261.1%
 
37.32221.1%
 
41.42201.1%
 
43.12191.1%
 
28.22171.1%
 
28.62111.1%
 
252101.1%
 
42.22081.1%
 
39.12071.1%
 
27.62061.0%
 
18.72051.0%
 
17.72021.0%
 
20.31901.0%
 
Other values (108)1157458.7%
 
(Missing)17679.0%
 
ValueCountFrequency (%) 
15.1660.3%
 
16.41260.6%
 
16.7670.3%
 
16.81350.7%
 
17740.4%
 
17.51240.6%
 
17.6740.4%
 
17.72021.0%
 
18650.3%
 
18.11891.0%
 
ValueCountFrequency (%) 
48.21470.7%
 
47.91470.7%
 
46.61470.7%
 
46.2860.4%
 
45.51460.7%
 
45.31470.7%
 
44.81100.6%
 
44.7770.4%
 
44.5810.4%
 
44.41470.7%
 

aged_65_older
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count183
Unique (%)1.0%
Missing2007
Missing (%)10.2%
Infinite0
Infinite (%)0.0%
Mean9.911303937630644
Minimum1.1440000000000001
Maximum27.049
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum1.144
5-th percentile2.405
Q14.031
median7.775
Q315.413
95-th percentile20.396
Maximum27.049
Range25.905
Interquartile range (IQR)11.382

Descriptive statistics

Standard deviation6.476636687
Coefficient of variation (CV)0.653459598
Kurtosis-1.060112425
Mean9.911303938
Median Absolute Deviation (MAD)4.796
Skewness0.4916184571
Sum175439.991
Variance41.94682277
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
27.0491470.7%
 
19.6771470.7%
 
19.0271470.7%
 
5.8091470.7%
 
19.2021470.7%
 
23.0211470.7%
 
12.9221470.7%
 
15.4131470.7%
 
14.1781470.7%
 
18.5171470.7%
 
6.2931470.7%
 
13.9141470.7%
 
11.7331470.7%
 
16.8211470.7%
 
8.6961470.7%
 
14.7991470.7%
 
21.2281470.7%
 
19.9851470.7%
 
6.8571470.7%
 
16.9841470.7%
 
18.5711470.7%
 
5.441470.7%
 
18.4361470.7%
 
19.7241470.7%
 
7.151470.7%
 
Other values (158)1402671.2%
 
(Missing)200710.2%
 
ValueCountFrequency (%) 
1.1441410.7%
 
1.3071430.7%
 
2.168650.3%
 
2.339690.4%
 
2.3451440.7%
 
2.3551410.7%
 
2.3721460.7%
 
2.405650.3%
 
2.409740.4%
 
2.48680.3%
 
ValueCountFrequency (%) 
27.0491470.7%
 
23.0211470.7%
 
21.502860.4%
 
21.4531470.7%
 
21.2281470.7%
 
20.801770.4%
 
20.3961470.7%
 
19.9851470.7%
 
19.754870.4%
 
19.7241470.7%
 

aged_70_older
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count182
Unique (%)1.0%
Missing1857
Missing (%)9.4%
Infinite0
Infinite (%)0.0%
Mean6.314480477284186
Minimum0.526
Maximum18.493
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.526
5-th percentile1.38
Q12.38
median5.021
Q39.842
95-th percentile13.799
Maximum18.493
Range17.967
Interquartile range (IQR)7.462

Descriptive statistics

Standard deviation4.450221501
Coefficient of variation (CV)0.7047644722
Kurtosis-0.8050538168
Mean6.314480477
Median Absolute Deviation (MAD)3.229
Skewness0.6278680768
Sum112719.791
Variance19.80447141
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.0532491.3%
 
1.8451530.8%
 
9.2071470.7%
 
11.8811470.7%
 
13.4331470.7%
 
12.5271470.7%
 
9.3931470.7%
 
3.1821470.7%
 
15.9571470.7%
 
16.241470.7%
 
13.4911470.7%
 
14.5241470.7%
 
13.0791470.7%
 
9.7321470.7%
 
13.2641470.7%
 
10.8131470.7%
 
3.4071470.7%
 
9.7881470.7%
 
4.7181470.7%
 
10.7971470.7%
 
12.8491470.7%
 
13.0531470.7%
 
11.581470.7%
 
3.2121470.7%
 
10.1291470.7%
 
Other values (157)1406871.4%
 
(Missing)18579.4%
 
ValueCountFrequency (%) 
0.5261410.7%
 
0.6171430.7%
 
1.1141440.7%
 
1.285550.3%
 
1.308650.3%
 
1.3371370.7%
 
1.358740.4%
 
1.362650.3%
 
1.378660.3%
 
1.38300.2%
 
ValueCountFrequency (%) 
18.4931470.7%
 
16.241470.7%
 
15.9571470.7%
 
14.924860.4%
 
14.5241470.7%
 
14.136870.4%
 
13.7991460.7%
 
13.7781470.7%
 
13.7481470.7%
 
13.4911470.7%
 

gdp_per_capita
Real number (ℝ≥0)

MISSING

Distinct count183
Unique (%)1.0%
Missing2010
Missing (%)10.2%
Infinite0
Infinite (%)0.0%
Mean23306.411645666176
Minimum661.24
Maximum116935.6
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum661.24
5-th percentile1561.767
Q16570.102
median15847.419
Q335938.374
95-th percentile65530.537
Maximum116935.6
Range116274.36
Interquartile range (IQR)29368.272

Descriptive statistics

Standard deviation21403.10381
Coefficient of variation (CV)0.9183354408
Kurtosis2.706561264
Mean23306.41165
Median Absolute Deviation (MAD)11870.428
Skewness1.479637785
Sum412476873.3
Variance458092852.8
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2442.8041470.7%
 
39002.2231470.7%
 
85535.3831470.7%
 
45436.6861470.7%
 
15469.2071470.7%
 
15308.7121470.7%
 
44648.711470.7%
 
46482.9581470.7%
 
26808.1641470.7%
 
24765.9541470.7%
 
48472.5451470.7%
 
46682.5151470.7%
 
29481.2521470.7%
 
39753.2441470.7%
 
32605.9061470.7%
 
17336.4691470.7%
 
64800.0571470.7%
 
45229.2451470.7%
 
35220.0841470.7%
 
57410.1661470.7%
 
42658.5761470.7%
 
14103.4521470.7%
 
46949.2831470.7%
 
38605.6711470.7%
 
35938.3741470.7%
 
Other values (158)1402371.2%
 
(Missing)201010.2%
 
ValueCountFrequency (%) 
661.24710.4%
 
702.225550.3%
 
752.788700.4%
 
808.133740.4%
 
926660.3%
 
1095.042530.3%
 
1136.103640.3%
 
1390.3550.3%
 
1413.89240.1%
 
1416.44660.3%
 
ValueCountFrequency (%) 
116935.61430.7%
 
94277.9651400.7%
 
85535.3831470.7%
 
71809.251760.4%
 
67335.2931460.7%
 
67293.4831410.7%
 
65530.5371440.7%
 
64800.0571470.7%
 
57410.1661470.7%
 
56861.471460.7%
 

extreme_poverty
Real number (ℝ≥0)

MISSING

Distinct count73
Unique (%)0.6%
Missing7968
Missing (%)40.4%
Infinite0
Infinite (%)0.0%
Mean10.044318568994889
Minimum0.1
Maximum77.6
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.1
Q10.5
median1.5
Q310
95-th percentile49.6
Maximum77.6
Range77.5
Interquartile range (IQR)9.5

Descriptive statistics

Standard deviation17.46293594
Coefficient of variation (CV)1.738588419
Kurtosis3.93678486
Mean10.04431857
Median Absolute Deviation (MAD)1.3
Skewness2.154046078
Sum117920.3
Variance304.9541316
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.216198.2%
 
0.511846.0%
 
0.78924.5%
 
0.17273.7%
 
14022.0%
 
23721.9%
 
1.33041.5%
 
1.52971.5%
 
2.52921.5%
 
5.72851.4%
 
3.42201.1%
 
1.11500.8%
 
1.21470.7%
 
151470.7%
 
101470.7%
 
21.21460.7%
 
2.21460.7%
 
4.21440.7%
 
3.61420.7%
 
41420.7%
 
1.81380.7%
 
51380.7%
 
1.61380.7%
 
1.41350.7%
 
18.91090.6%
 
Other values (48)317716.1%
 
(Missing)796840.4%
 
ValueCountFrequency (%) 
0.17273.7%
 
0.216198.2%
 
0.511846.0%
 
0.6800.4%
 
0.78924.5%
 
14022.0%
 
1.11500.8%
 
1.21470.7%
 
1.33041.5%
 
1.41350.7%
 
ValueCountFrequency (%) 
77.6660.3%
 
77.1740.4%
 
71.7550.3%
 
71.4530.3%
 
67.1600.3%
 
62.9640.3%
 
59.6110.1%
 
57.5680.3%
 
56720.4%
 
52.2550.3%
 

cvd_death_rate
Real number (ℝ≥0)

MISSING

Distinct count186
Unique (%)1.0%
Missing1841
Missing (%)9.3%
Infinite0
Infinite (%)0.0%
Mean244.8728072424022
Minimum79.37
Maximum724.4169999999999
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum79.37
5-th percentile99.403
Q1145.183
median233.07
Q3311.11
95-th percentile464.7673
Maximum724.417
Range645.047
Interquartile range (IQR)165.927

Descriptive statistics

Standard deviation119.1113995
Coefficient of variation (CV)0.4864215052
Kurtosis0.8027486749
Mean244.8728072
Median Absolute Deviation (MAD)81.981
Skewness0.9410575798
Sum4375142.447
Variance14187.52549
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
233.071470.7%
 
79.371470.7%
 
151.0891470.7%
 
177.9611470.7%
 
133.9821470.7%
 
114.7671470.7%
 
253.7821470.7%
 
260.9421470.7%
 
113.1511470.7%
 
93.321470.7%
 
114.8981470.7%
 
92.2431470.7%
 
443.1291470.7%
 
245.4651470.7%
 
109.3611470.7%
 
114.3161470.7%
 
107.7911470.7%
 
86.061470.7%
 
261.8991470.7%
 
152.7831470.7%
 
342.9891470.7%
 
153.5071470.7%
 
260.7971470.7%
 
122.1371470.7%
 
227.4851470.7%
 
Other values (161)1419272.0%
 
(Missing)18419.3%
 
ValueCountFrequency (%) 
79.371470.7%
 
85.755830.4%
 
85.9981470.7%
 
86.061470.7%
 
92.2431470.7%
 
93.321470.7%
 
99.4031460.7%
 
99.7391470.7%
 
103.9571460.7%
 
105.5991470.7%
 
ValueCountFrequency (%) 
724.417710.4%
 
597.0291370.7%
 
561.494660.3%
 
559.8121400.7%
 
539.849730.4%
 
525.4321430.7%
 
496.2181440.7%
 
495.003460.2%
 
466.792740.4%
 
460.043710.4%
 

diabetes_prevalence
Real number (ℝ≥0)

MISSING

Distinct count141
Unique (%)0.8%
Missing1191
Missing (%)6.0%
Infinite0
Infinite (%)0.0%
Mean8.006755953988227
Minimum0.99
Maximum23.36
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.99
5-th percentile2.42
Q15.31
median7.11
Q310.08
95-th percentile16.52
Maximum23.36
Range22.37
Interquartile range (IQR)4.77

Descriptive statistics

Standard deviation4.021435775
Coefficient of variation (CV)0.5022553201
Kurtosis1.497158382
Mean8.006755954
Median Absolute Deviation (MAD)2.3
Skewness1.135570681
Sum148261.1
Variance16.17194569
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.429374.8%
 
7.116623.4%
 
10.084492.3%
 
3.944072.1%
 
11.623982.0%
 
5.312941.5%
 
5.592941.5%
 
9.742921.5%
 
16.522891.5%
 
9.592841.4%
 
6.052581.3%
 
8.832251.1%
 
5.722241.1%
 
4.282191.1%
 
7.22181.1%
 
6.12121.1%
 
42001.0%
 
8.331881.0%
 
8.271520.8%
 
6.181470.7%
 
7.261470.7%
 
13.061470.7%
 
8.111470.7%
 
16.741470.7%
 
61470.7%
 
Other values (116)1143358.0%
 
(Missing)11916.0%
 
ValueCountFrequency (%) 
0.99700.4%
 
1.82660.3%
 
1.91690.4%
 
2.16670.3%
 
2.429374.8%
 
2.5650.3%
 
2.92810.4%
 
3.281460.7%
 
3.3640.3%
 
3.671470.7%
 
ValueCountFrequency (%) 
23.36660.3%
 
22.63680.3%
 
22.02670.3%
 
21.52680.3%
 
17.72810.4%
 
17.65660.3%
 
17.311430.7%
 
17.261410.7%
 
17.11630.3%
 
16.741470.7%
 

female_smokers
Real number (ℝ≥0)

MISSING

Distinct count107
Unique (%)0.7%
Missing5121
Missing (%)26.0%
Infinite0
Infinite (%)0.0%
Mean11.344731473229588
Minimum0.1
Maximum44.0
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.4
Q11.9
median7.1
Q320
95-th percentile30.2
Maximum44
Range43.9
Interquartile range (IQR)18.1

Descriptive statistics

Standard deviation10.57444268
Coefficient of variation (CV)0.9321016288
Kurtosis-0.5787680828
Mean11.34473147
Median Absolute Deviation (MAD)6.2
Skewness0.7576961846
Sum165485.598
Variance111.8188381
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.95022.5%
 
24292.2%
 
0.83992.0%
 
13771.9%
 
0.33511.8%
 
2.82821.4%
 
30.12241.1%
 
19.62221.1%
 
1.22221.1%
 
20.92201.1%
 
5.32181.1%
 
1.72111.1%
 
0.72111.1%
 
0.22081.1%
 
1.52081.1%
 
0.62061.0%
 
1.62011.0%
 
0.41690.9%
 
4.71540.8%
 
7.11500.8%
 
30.51470.7%
 
34.31470.7%
 
201470.7%
 
24.51470.7%
 
28.21470.7%
 
Other values (82)868844.1%
 
(Missing)512126.0%
 
ValueCountFrequency (%) 
0.1660.3%
 
0.22081.1%
 
0.33511.8%
 
0.41690.9%
 
0.51410.7%
 
0.62061.0%
 
0.72111.1%
 
0.83992.0%
 
0.9730.4%
 
13771.9%
 
ValueCountFrequency (%) 
44690.4%
 
37.7900.5%
 
35.31470.7%
 
34.31470.7%
 
34.2820.4%
 
30.51470.7%
 
30.2740.4%
 
30.12241.1%
 
29730.4%
 
28.41470.7%
 

male_smokers
Real number (ℝ≥0)

MISSING

Distinct count122
Unique (%)0.8%
Missing5277
Missing (%)26.8%
Infinite0
Infinite (%)0.0%
Mean32.63875303166793
Minimum7.7
Maximum78.1
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum7.7
5-th percentile14.2
Q121.4
median31.4
Q340.8
95-th percentile53.3
Maximum78.1
Range70.4
Interquartile range (IQR)19.4

Descriptive statistics

Standard deviation13.19447814
Coefficient of variation (CV)0.4042580343
Kurtosis0.413915282
Mean32.63875303
Median Absolute Deviation (MAD)9.5
Skewness0.5605505218
Sum471009.845
Variance174.0942535
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
24.73391.7%
 
31.42931.5%
 
16.52851.4%
 
33.72851.4%
 
16.62321.2%
 
33.12311.2%
 
30.92231.1%
 
37.82201.1%
 
18.82151.1%
 
12.32121.1%
 
40.72101.1%
 
34.81500.8%
 
20.41500.8%
 
40.91470.7%
 
21.41470.7%
 
42.41470.7%
 
17.91470.7%
 
18.91470.7%
 
20.71470.7%
 
45.91470.7%
 
39.31470.7%
 
28.31470.7%
 
15.21470.7%
 
381470.7%
 
58.31470.7%
 
Other values (97)962248.8%
 
(Missing)527726.8%
 
ValueCountFrequency (%) 
7.7730.4%
 
8.5730.4%
 
9.9780.4%
 
10.81360.7%
 
11.4650.3%
 
12.32121.1%
 
13.5820.4%
 
14.2730.4%
 
14.5690.4%
 
15.21470.7%
 
ValueCountFrequency (%) 
78.1650.3%
 
76.11400.7%
 
65.8780.4%
 
58.31470.7%
 
55.51440.7%
 
55770.4%
 
53.9110.1%
 
53.3720.4%
 
52.7750.4%
 
52.3710.4%
 

handwashing_facilities
Real number (ℝ≥0)

MISSING

Distinct count92
Unique (%)1.2%
Missing11942
Missing (%)60.6%
Infinite0
Infinite (%)0.0%
Mean55.50153734226114
Minimum1.188
Maximum98.999
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum1.188
5-th percentile6.144
Q124.64
median59.607
Q384.169
95-th percentile95.803
Maximum98.999
Range97.811
Interquartile range (IQR)59.529

Descriptive statistics

Standard deviation30.88787076
Coefficient of variation (CV)0.5565227963
Kurtosis-1.348565713
Mean55.50153734
Median Absolute Deviation (MAD)27.372
Skewness-0.2722389927
Sum431024.939
Variance954.0605601
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
85.8471470.7%
 
87.8471470.7%
 
47.7821470.7%
 
60.131470.7%
 
59.551460.7%
 
94.5761450.7%
 
89.8271430.7%
 
78.4631430.7%
 
80.6351420.7%
 
83.7411420.7%
 
59.6071420.7%
 
97.41410.7%
 
90.671400.7%
 
83.2411400.7%
 
64.2041400.7%
 
94.0431380.7%
 
66.2291380.7%
 
55.1821380.7%
 
37.7461370.7%
 
41.9491360.7%
 
43.9931090.6%
 
97.719900.5%
 
20.859850.4%
 
34.808830.4%
 
65.386820.4%
 
Other values (67)447822.7%
 
(Missing)1194260.6%
 
ValueCountFrequency (%) 
1.188700.4%
 
2.117110.1%
 
2.735740.4%
 
4.472740.4%
 
4.617720.4%
 
5.818670.3%
 
6.144550.3%
 
6.403600.3%
 
7.876690.4%
 
7.96730.4%
 
ValueCountFrequency (%) 
98.999740.4%
 
97.719900.5%
 
97.41410.7%
 
97.164740.4%
 
95.803770.4%
 
94.5761450.7%
 
94.0431380.7%
 
90.671400.7%
 
90.65680.3%
 
90.083630.3%
 

hospital_beds_per_100k
Real number (ℝ≥0)

MISSING

Distinct count100
Unique (%)0.6%
Missing3205
Missing (%)16.3%
Infinite0
Infinite (%)0.0%
Mean3.235829485548082
Minimum0.1
Maximum13.8
Zeros0
Zeros (%)0.0%
Memory size154.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.5
Q11.4
median2.6
Q34.28
95-th percentile8
Maximum13.8
Range13.7
Interquartile range (IQR)2.88

Descriptive statistics

Standard deviation2.614641043
Coefficient of variation (CV)0.8080280667
Kurtosis3.719054885
Mean3.235829486
Median Absolute Deviation (MAD)1.3
Skewness1.762025948
Sum53400.894
Variance6.836347785
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.65772.9%
 
0.84912.5%
 
0.74582.3%
 
1.54152.1%
 
1.34102.1%
 
1.43681.9%
 
0.33581.8%
 
23581.8%
 
3.63571.8%
 
2.63541.8%
 
2.13501.8%
 
2.52941.5%
 
1.92891.5%
 
1.22841.4%
 
2.32841.4%
 
3.82771.4%
 
0.92751.4%
 
0.52721.4%
 
2.92591.3%
 
1.12521.3%
 
12141.1%
 
0.62141.1%
 
1.72131.1%
 
2.21710.9%
 
2.71570.8%
 
Other values (75)855243.4%
 
(Missing)320516.3%
 
ValueCountFrequency (%) 
0.1610.3%
 
0.2660.3%
 
0.33581.8%
 
0.4740.4%
 
0.52721.4%
 
0.531460.7%
 
0.62141.1%
 
0.74582.3%
 
0.84912.5%
 
0.92751.4%
 
ValueCountFrequency (%) 
13.81350.7%
 
13.051470.7%
 
12.271470.7%
 
111470.7%
 
8.8730.4%
 
8.051470.7%
 
81470.7%
 
7.454770.4%
 
7.371470.7%
 
7.02830.4%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

iso_codelocationdatetotal_casesnew_casestotal_deathsnew_deathstotal_cases_per_millionnew_cases_per_milliontotal_deaths_per_millionnew_deaths_per_milliontotal_testsnew_teststotal_tests_per_thousandnew_tests_per_thousandnew_tests_smoothednew_tests_smoothed_per_thousandtests_unitsstringency_indexpopulationpopulation_densitymedian_ageaged_65_olderaged_70_oldergdp_per_capitaextreme_povertycvd_death_ratediabetes_prevalencefemale_smokersmale_smokershandwashing_facilitieshospital_beds_per_100k
0ABWAruba2020-03-13220018.73318.7330.00.0NaNNaNNaNNaNNaNNaNNaN0.00106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
1ABWAruba2020-03-20420037.46518.7330.00.0NaNNaNNaNNaNNaNNaNNaN30.56106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
2ABWAruba2020-03-2412800112.39574.9300.00.0NaNNaNNaNNaNNaNNaNNaN41.67106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
3ABWAruba2020-03-2517500159.22746.8310.00.0NaNNaNNaNNaNNaNNaNNaN41.67106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
4ABWAruba2020-03-2619200177.95918.7330.00.0NaNNaNNaNNaNNaNNaNNaN41.67106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
5ABWAruba2020-03-2728900262.25684.2960.00.0NaNNaNNaNNaNNaNNaNNaN41.67106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
6ABWAruba2020-03-2828000262.2560.0000.00.0NaNNaNNaNNaNNaNNaNNaN41.67106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
7ABWAruba2020-03-2928000262.2560.0000.00.0NaNNaNNaNNaNNaNNaNNaN82.41106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
8ABWAruba2020-03-30502200468.314206.0580.00.0NaNNaNNaNNaNNaNNaNNaN82.41106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
9ABWAruba2020-04-0155500515.14546.8310.00.0NaNNaNNaNNaNNaNNaNNaN82.41106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN

Last rows

iso_codelocationdatetotal_casesnew_casestotal_deathsnew_deathstotal_cases_per_millionnew_cases_per_milliontotal_deaths_per_millionnew_deaths_per_milliontotal_testsnew_teststotal_tests_per_thousandnew_tests_per_thousandnew_tests_smoothednew_tests_smoothed_per_thousandtests_unitsstringency_indexpopulationpopulation_densitymedian_ageaged_65_olderaged_70_oldergdp_per_capitaextreme_povertycvd_death_ratediabetes_prevalencefemale_smokersmale_smokershandwashing_facilitieshospital_beds_per_100k
19698NaNInternational2020-02-23634020NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19699NaNInternational2020-02-246915731NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19700NaNInternational2020-02-25691030NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19701NaNInternational2020-02-26691041NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19702NaNInternational2020-02-277051440NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19703NaNInternational2020-02-28705040NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19704NaNInternational2020-02-29705062NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19705NaNInternational2020-03-01705060NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19706NaNInternational2020-03-02705060NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19707NaNInternational2020-03-10696-971NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN